{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# python 3.7\n",
    "\n",
    "# For yahoo finance\n",
    "import io\n",
    "import re\n",
    "import requests\n",
    "\n",
    "# The usual suspects\n",
    "import numpy             as np\n",
    "import pandas            as pd\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "#  Fancy graphics\n",
    "plt.style.use('seaborn')\n",
    "\n",
    "# Getting Yahoo finance data\n",
    "def getdata(tickers,start,end,frequency):\n",
    "    OHLC    = {}\n",
    "    cookie  = ''\n",
    "    crumb   = ''\n",
    "    res     = requests.get('https://finance.yahoo.com/quote/SPY/history')\n",
    "    cookie  = res.cookies['B']\n",
    "    pattern = re.compile('.*\"CrumbStore\":\\{\"crumb\":\"(?P<crumb>[^\"]+)\"\\}')\n",
    "    for line in res.text.splitlines():\n",
    "        m = pattern.match(line)\n",
    "        if m is not None:\n",
    "            crumb = m.groupdict()['crumb']\n",
    "    for ticker in tickers:\n",
    "        url_str  = \"https://query1.finance.yahoo.com/v7/finance/download/%s\"\n",
    "        url_str += \"?period1=%s&period2=%s&interval=%s&events=history&crumb=%s\"\n",
    "        url = url_str % (ticker, start, end, frequency, crumb)\n",
    "        res = requests.get(url, cookies={'B': cookie}).text\n",
    "        OHLC[ticker] = pd.read_csv(io.StringIO(res), index_col=0,\n",
    "                                   error_bad_lines=False).replace('null', np.nan).dropna()\n",
    "        OHLC[ticker].index = pd.to_datetime(OHLC[ticker].index)\n",
    "        OHLC[ticker] = OHLC[ticker].apply(pd.to_numeric)\n",
    "    return OHLC\n",
    "\n",
    "# Assets under consideration\n",
    "tickers = ['%5EGSPTSE','%5EGSPC','%5ESTOXX','000001.SS']\n",
    "\n",
    "# If yahoo data retrieval fails, try until it returns something\n",
    "data = None\n",
    "while data is None:\n",
    "    try:\n",
    "        data = getdata(tickers,'946685000','1685008000','1d')\n",
    "    except:\n",
    "         pass\n",
    "\n",
    "ICP = pd.DataFrame({'SP500':    data['%5EGSPC']['Adj Close'],\n",
    "                    'TSX':      data['%5EGSPTSE']['Adj Close'],\n",
    "                    'STOXX600': data['%5ESTOXX']['Adj Close'],\n",
    "                    'SSE':      data['000001.SS']['Adj Close']}).fillna(method='ffill')\n",
    "\n",
    "# since last commit, yahoo finance decided to mess up (more) some of the tickers data, so now we have to drop rows...\n",
    "ICP = ICP.dropna()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "BuyHold_SP     = ICP['SP500']    /float(ICP['SP500'][:1])   -1\n",
    "BuyHold_TSX    = ICP['TSX']      /float(ICP['TSX'][:1])     -1\n",
    "BuyHold_STOXX  = ICP['STOXX600'] /float(ICP['STOXX600'][:1])-1\n",
    "BuyHold_SSE    = ICP['SSE']      /float(ICP['SSE'][:1])     -1\n",
    "\n",
    "BuyHold_25Each = BuyHold_SP*(1/4) + BuyHold_TSX*(1/4) + BuyHold_STOXX*(1/4) + BuyHold_SSE*(1/4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(16,6))\n",
    "plt.plot(BuyHold_SP*100,     label='Buy & Hold USA')\n",
    "plt.plot(BuyHold_TSX*100,    label='Buy & Hold Canada')\n",
    "plt.plot(BuyHold_STOXX*100,  label='Buy & Hold Europe')\n",
    "plt.plot(BuyHold_SSE*100,    label='Buy & Hold China')\n",
    "plt.plot(BuyHold_25Each*100, label='Buy & Hold 25% Each')\n",
    "plt.xlabel('Time')\n",
    "plt.ylabel('Cumulative Return (in %)')\n",
    "plt.margins(x=0.005,y=0.02)\n",
    "plt.axhline(y=0, xmin=0, xmax=1, linestyle='--', color='k')\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "SP1Y     = ICP['SP500']    /ICP['SP500'].shift(252)   -1\n",
    "TSX1Y    = ICP['TSX']      /ICP['TSX'].shift(252)     -1\n",
    "STOXX1Y  = ICP['STOXX600'] /ICP['STOXX600'].shift(252)-1\n",
    "SSE1Y    = ICP['SSE']      /ICP['SSE'].shift(252)     -1\n",
    "\n",
    "Each251Y = SP1Y*(1/4) + TSX1Y*(1/4) +STOXX1Y*(1/4) + SSE1Y*(1/4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(16,6))\n",
    "plt.plot(SP1Y*100,     label='Rolling 1 Year Buy & Hold Return USA')\n",
    "plt.plot(TSX1Y*100,    label='  \"\"  \"\"  Canada')\n",
    "plt.plot(STOXX1Y*100,  label='  \"\"  \"\"  Europe')\n",
    "plt.plot(SSE1Y*100,    label='  \"\"  \"\"  China')\n",
    "plt.plot(Each251Y*100, label='  \"\"  \"\"  25% Each')\n",
    "plt.xlabel('Time')\n",
    "plt.ylabel('Returns (in %)')\n",
    "plt.margins(x=0.005,y=0.02)\n",
    "plt.axhline(y=0, xmin=0, xmax=1, linestyle='--', color='k')\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "SP500 1 Year Buy & Hold Sharpe Ratio = 0.51\n",
      "TSX      \"\" \"\" = 0.34\n",
      "STOXX600 \"\" \"\" = 0.26\n",
      "SSE      \"\" \"\" = 0.27\n",
      "25% Each \"\" \"\" = 0.39\n"
     ]
    }
   ],
   "source": [
    "marr      = 0 #minimal acceptable rate of return (usually equal to the risk free rate)\n",
    "SP1YS     = (SP1Y.mean()    -marr) /SP1Y.std()\n",
    "TSX1YS    = (TSX1Y.mean()   -marr) /TSX1Y.std()\n",
    "STOXX1YS  = (STOXX1Y.mean() -marr) /STOXX1Y.std()\n",
    "SSE1YS    = (SSE1Y.mean()   -marr) /SSE1Y.std()\n",
    "Each251YS = (Each251Y.mean()-marr) /Each251Y.std()\n",
    "\n",
    "print('SP500 1 Year Buy & Hold Sharpe Ratio =',round(SP1YS,2))\n",
    "print('TSX      \"\" \"\" =',round(TSX1YS   ,2))\n",
    "print('STOXX600 \"\" \"\" =',round(STOXX1YS ,2))\n",
    "print('SSE      \"\" \"\" =',round(SSE1YS   ,2))\n",
    "print('25% Each \"\" \"\" =',round(Each251YS,2))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "from scipy.optimize import minimize\n",
    "\n",
    "def multi(x):\n",
    "    a, b, c, d = x\n",
    "    return a, b, c, d   #the \"optimal\" weights we wish to discover\n",
    "\n",
    "def maximize_sharpe(x): #objective function\n",
    "    weights = (SP1Y*multi(x)[0] + TSX1Y*multi(x)[1]\n",
    "               + STOXX1Y*multi(x)[2] + SSE1Y*multi(x)[3])\n",
    "    return -(weights.mean()/weights.std())\n",
    "\n",
    "def constraint(x):      #since we're not using leverage nor short positions\n",
    "    return 1 - (multi(x)[0]+multi(x)[1]+multi(x)[2]+multi(x)[3])\n",
    "\n",
    "cons = ({'type':'ineq','fun':constraint})\n",
    "bnds = ((0,1),(0,1),(0,1),(0,1))\n",
    "initial_guess = (1, 0, 0, 0)\n",
    "\n",
    "# this algorithm (SLSQP) easly gets stuck on a local\n",
    "# optimal solution, genetic algorithms usually yield better results\n",
    "# so my inital guess is close to the global optimal solution\n",
    "\n",
    "ms = minimize(maximize_sharpe, initial_guess, method='SLSQP',\n",
    "              bounds=bnds, constraints=cons, options={'maxiter': 10000})\n",
    "\n",
    "msBuyHoldAll = (BuyHold_SP*ms.x[0] + BuyHold_TSX*ms.x[1]\n",
    "                + BuyHold_STOXX*ms.x[2] + BuyHold_SSE*ms.x[3])\n",
    "\n",
    "msBuyHold1yAll = (SP1Y*ms.x[0] + TSX1Y*ms.x[1]\n",
    "                   + STOXX1Y*ms.x[2] + SSE1Y*ms.x[3])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "SP500 Weight = 92.49 %\n",
      "TSX \"\"       = 0.0 %\n",
      "STOXX600 \"\"  = 0.0 %\n",
      "SSE \"\"       = 7.5 %\n",
      "\n",
      "Sharpe = 0.522\n",
      "\n",
      "Median yearly excess return over SP500 = 0.0 %\n"
     ]
    }
   ],
   "source": [
    "plt.figure(figsize=(16,6))\n",
    "plt.plot(BuyHold_SP*100,     label='Buy & Hold S&P500')\n",
    "plt.plot(BuyHold_25Each*100, label='  \"\"  \"\"  25% of Each')\n",
    "plt.plot(msBuyHoldAll*100,   label='  \"\"  \"\"  Max Sharpe')\n",
    "plt.xlabel('Time')\n",
    "plt.ylabel('Cumulative Return (in %)')\n",
    "plt.margins(x=0.005,y=0.02)\n",
    "plt.axhline(y=0, xmin=0, xmax=1, linestyle='--', color='k')\n",
    "plt.legend()\n",
    "plt.show()\n",
    "\n",
    "print('SP500 Weight =',round(ms.x[0]*100,2),'%')\n",
    "print('TSX \"\"       =',round(ms.x[1]*100,2),'%')\n",
    "print('STOXX600 \"\"  =',round(ms.x[2]*100,2),'%')\n",
    "print('SSE \"\"       =',round(ms.x[3]*100,2),'%')\n",
    "print()\n",
    "print('Sharpe =',round(msBuyHold1yAll.mean()/msBuyHold1yAll.std(),3))\n",
    "print()\n",
    "print('Median yearly excess return over SP500 =',round((msBuyHold1yAll.median()-SP1Y.median())*100,1),'%')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "def maximize_median_yearly_return(x): #different objective function\n",
    "    weights = (SP1Y*multi(x)[0] + TSX1Y*multi(x)[1]\n",
    "               + STOXX1Y*multi(x)[2] + SSE1Y*multi(x)[3])\n",
    "    return -(float(weights.median()))\n",
    "\n",
    "mm = minimize(maximize_median_yearly_return, initial_guess, method='SLSQP',\n",
    "              bounds=bnds, constraints=cons, options={'maxiter': 10000})\n",
    "\n",
    "mmBuyHoldAll = (BuyHold_SP*mm.x[0] + BuyHold_TSX*mm.x[1]\n",
    "                + BuyHold_STOXX*mm.x[2] + BuyHold_SSE*mm.x[3])\n",
    "\n",
    "mmBuyHold1yAll = (SP1Y*mm.x[0] + TSX1Y*mm.x[1]\n",
    "                   + STOXX1Y*mm.x[2] + SSE1Y*mm.x[3])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "SP500 Weight = 100.0 %\n",
      "TSX \"\"       = 0.0 %\n",
      "STOXX600 \"\"  = 0.0 %\n",
      "SSE \"\"       = 0.0 %\n",
      "\n",
      "Sharpe = 0.508\n",
      "\n",
      "Median yearly excess return over SP500 = 0.0 %\n"
     ]
    }
   ],
   "source": [
    "plt.figure(figsize=(16,6))\n",
    "plt.plot(BuyHold_SP*100,     label='Buy & Hold S&P500')\n",
    "plt.plot(BuyHold_25Each*100, label='  \"\"  \"\"  25% of Each')\n",
    "plt.plot(mmBuyHoldAll*100,   label='  \"\"  \"\"  Max 1Y Median')\n",
    "plt.xlabel('Time')\n",
    "plt.ylabel('Cumulative Return (in %)')\n",
    "plt.margins(x=0.005,y=0.02)\n",
    "plt.axhline(y=0, xmin=0, xmax=1, linestyle='--', color='k')\n",
    "plt.legend()\n",
    "plt.show()\n",
    "\n",
    "print('SP500 Weight =',round(mm.x[0]*100,2),'%')\n",
    "print('TSX \"\"       =',round(mm.x[1]*100,2),'%')\n",
    "print('STOXX600 \"\"  =',round(mm.x[2]*100,2),'%')\n",
    "print('SSE \"\"       =',round(mm.x[3]*100,2),'%')\n",
    "print()\n",
    "print('Sharpe =',round(mmBuyHold1yAll.mean()/mmBuyHold1yAll.std(),3))\n",
    "print()\n",
    "print('Median yearly excess return over SP500 =',round((mmBuyHold1yAll.median()-SP1Y.median())*100,1),'%')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "YTD_SP     = ICP['SP500'][-252:]    /float(ICP['SP500'][-252])   -1\n",
    "YTD_TSX    = ICP['TSX'][-252:]      /float(ICP['TSX'][-252])     -1\n",
    "YTD_STOXX  = ICP['STOXX600'][-252:] /float(ICP['STOXX600'][-252])-1\n",
    "YTD_SSE    = ICP['SSE'][-252:]      /float(ICP['SSE'][-252])     -1\n",
    "\n",
    "YTD_25Each = YTD_SP*(1/4) + YTD_TSX*(1/4) + YTD_STOXX*(1/4) + YTD_SSE*(1/4)\n",
    "\n",
    "YTD_max_sharpe = YTD_SP*ms.x[0] + YTD_TSX*ms.x[1] + YTD_STOXX*ms.x[2] + YTD_SSE*ms.x[3]\n",
    "YTD_max_median = YTD_SP*mm.x[0] + YTD_TSX*mm.x[1] + YTD_STOXX*mm.x[2] + YTD_SSE*mm.x[3]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Buy & Hold S&P500 YTD Performance (at 1 July 2020) = 3.4 %\n",
      " \"\" \"\" 25% of Each   \"\" \"\" = -1.7 %\n",
      " \"\" \"\" Max Sharpe    \"\" \"\" = 3.3 %\n",
      " \"\" \"\" Max 1Y Median \"\" \"\" = 3.4 %\n"
     ]
    }
   ],
   "source": [
    "plt.figure(figsize=(15,6))\n",
    "plt.plot(YTD_SP*100,         label='YTD Buy & Hold S&P500')\n",
    "plt.plot(YTD_25Each*100,     label='  \"\"  \"\"  25% of Each')\n",
    "plt.plot(YTD_max_sharpe*100, label='  \"\"  \"\"  Max Sharpe')\n",
    "plt.plot(YTD_max_median*100, label='  \"\"  \"\"  Max 1Y Median')\n",
    "plt.xlabel('Time')\n",
    "plt.ylabel('Cumulative Return (in %)')\n",
    "plt.margins(x=0.005,y=0.02)\n",
    "plt.axhline(y=0, xmin=0, xmax=1, linestyle='--', color='k')\n",
    "plt.legend()\n",
    "plt.show()\n",
    "\n",
    "print('Buy & Hold S&P500 YTD Performance (at 1 July 2020) =',round(float(YTD_SP[-1:]*100),1),'%')\n",
    "print(' \"\" \"\" 25% of Each   \"\" \"\" =',round(float(YTD_25Each[-1:]*100),1),'%')\n",
    "print(' \"\" \"\" Max Sharpe    \"\" \"\" =',round(float(YTD_max_sharpe[-1:]*100),1),'%')\n",
    "print(' \"\" \"\" Max 1Y Median \"\" \"\" =',round(float(YTD_max_median[-1:]*100),1),'%')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "ICP['SPRet']    = ICP['SP500'] /ICP['SP500'].shift(1)-1\n",
    "ICP['SSERet']   = ICP['SSE']   /ICP['SSE'].shift(1)  -1\n",
    "\n",
    "ICP['Strat'] = ICP['SPRet'] * 0.8 + ICP['SSERet'] * 0.2\n",
    "\n",
    "ICP['Strat'][SP1Y.shift(1)  > -0.17] = ICP['SSERet']*0 + ICP['SPRet']*1\n",
    "ICP['Strat'][SSE1Y.shift(1) > 0.29]  = ICP['SSERet']*1 + ICP['SPRet']*0\n",
    "\n",
    "DynAssAll    = ICP['Strat'].cumsum()\n",
    "DynAssAll1y  = ICP['Strat'].rolling(window=252).sum()\n",
    "DynAssAllytd = ICP['Strat'][-252:].cumsum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Median yearly excess return over SP500 = 2.3 %\n"
     ]
    }
   ],
   "source": [
    "plt.figure(figsize=(15,6))\n",
    "plt.plot(BuyHold_SP*100,     label='Buy & Hold SP&500')\n",
    "plt.plot(mmBuyHoldAll*100,   label='  \"\"  \"\"  Max 1Y Median')\n",
    "plt.plot(DynAssAll*100,      label='Dynamic Asset Allocation')\n",
    "plt.xlabel('Time')\n",
    "plt.ylabel('Cumulative Return (in %)')\n",
    "plt.margins(x=0.005,y=0.02)\n",
    "plt.axhline(y=0, xmin=0, xmax=1, linestyle='--', color='k')\n",
    "plt.legend()\n",
    "plt.show()\n",
    "\n",
    "print('Median yearly excess return over SP500 =',round(float(DynAssAll1y.median()-SP1Y.median())*100,1),'%')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Buy & Hold S&P500 YTD Performance (at 1 July 2020) = 3.4 %\n",
      " \"\" \"\" Max 1Y Median \"\" \"\"  = 3.4 %\n",
      " Strategy YTD Performance   = 7.6 %\n"
     ]
    }
   ],
   "source": [
    "plt.figure(figsize=(15,6))\n",
    "plt.plot(YTD_SP*100,         label='YTD Buy & Hold S&P500')\n",
    "plt.plot(YTD_max_median*100, label='  \"\"  \"\"  Max 1Y Median')\n",
    "plt.plot(DynAssAllytd*100,   label='Dynamic Asset Allocation')\n",
    "plt.xlabel('Time')\n",
    "plt.ylabel('Cumulative Return (in %)')\n",
    "plt.margins(x=0.005,y=0.02)\n",
    "plt.axhline(y=0, xmin=0, xmax=1, linestyle='--', color='k')\n",
    "plt.legend()\n",
    "plt.show()\n",
    "\n",
    "print('Buy & Hold S&P500 YTD Performance (at 1 July 2020) =',round(float(YTD_SP[-1:]*100),1),'%')\n",
    "print(' \"\" \"\" Max 1Y Median \"\" \"\"  =',round(float(YTD_max_median[-1:]*100),1),'%')\n",
    "print(' Strategy YTD Performance   =',round(float(DynAssAllytd[-1:]*100),1),'%')"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
